Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0680 - acc: 0.5036Epoch 00000: val_loss improved from inf to 0.01621, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 2s - loss: 0.0666 - acc: 0.5018 - val_loss: 0.0162 - val_acc: 0.6963
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0192 - acc: 0.6226Epoch 00001: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0192 - acc: 0.6250 - val_loss: 0.0208 - val_acc: 0.6963
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0201 - acc: 0.6412Epoch 00002: val_loss improved from 0.01621 to 0.01316, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0199 - acc: 0.6414 - val_loss: 0.0132 - val_acc: 0.6963
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0172 - acc: 0.6641Epoch 00003: val_loss improved from 0.01316 to 0.00965, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0171 - acc: 0.6659 - val_loss: 0.0097 - val_acc: 0.6939
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0145 - acc: 0.6653Epoch 00004: val_loss improved from 0.00965 to 0.00847, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0146 - acc: 0.6659 - val_loss: 0.0085 - val_acc: 0.6963
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0114 - acc: 0.6851Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0115 - acc: 0.6863 - val_loss: 0.0096 - val_acc: 0.6916
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0108 - acc: 0.6815Epoch 00006: val_loss improved from 0.00847 to 0.00512, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0106 - acc: 0.6822 - val_loss: 0.0051 - val_acc: 0.7033
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0106 - acc: 0.6965Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0106 - acc: 0.6933 - val_loss: 0.0055 - val_acc: 0.6916
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0080 - acc: 0.6965Epoch 00008: val_loss improved from 0.00512 to 0.00408, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0080 - acc: 0.6968 - val_loss: 0.0041 - val_acc: 0.6963
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0075 - acc: 0.7133Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0076 - acc: 0.7138 - val_loss: 0.0055 - val_acc: 0.6963
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0068 - acc: 0.7109Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0069 - acc: 0.7114 - val_loss: 0.0064 - val_acc: 0.7150
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0065 - acc: 0.7133Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0065 - acc: 0.7109 - val_loss: 0.0049 - val_acc: 0.7056
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0061 - acc: 0.7151Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0061 - acc: 0.7144 - val_loss: 0.0050 - val_acc: 0.6986
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0055 - acc: 0.7218Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0056 - acc: 0.7196 - val_loss: 0.0055 - val_acc: 0.7220
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0049 - acc: 0.7169Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0049 - acc: 0.7179 - val_loss: 0.0048 - val_acc: 0.7383
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0052 - acc: 0.7266Epoch 00015: val_loss improved from 0.00408 to 0.00326, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0053 - acc: 0.7255 - val_loss: 0.0033 - val_acc: 0.7266
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7163Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0045 - acc: 0.7144 - val_loss: 0.0035 - val_acc: 0.7243
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0043 - acc: 0.7266Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0044 - acc: 0.7284 - val_loss: 0.0041 - val_acc: 0.7196
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.7356Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0041 - acc: 0.7348 - val_loss: 0.0037 - val_acc: 0.7126
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7296Epoch 00019: val_loss improved from 0.00326 to 0.00320, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0039 - acc: 0.7266 - val_loss: 0.0032 - val_acc: 0.7173
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0037 - acc: 0.7386Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0037 - acc: 0.7389 - val_loss: 0.0033 - val_acc: 0.7313
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.7338Epoch 00021: val_loss improved from 0.00320 to 0.00261, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0048 - acc: 0.7360 - val_loss: 0.0026 - val_acc: 0.7220
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7284Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0024 - acc: 0.7284 - val_loss: 0.0072 - val_acc: 0.7360
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7404Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0036 - acc: 0.7389 - val_loss: 0.0030 - val_acc: 0.7313
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7482Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0032 - acc: 0.7488 - val_loss: 0.0032 - val_acc: 0.7290
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7464Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0031 - acc: 0.7465 - val_loss: 0.0030 - val_acc: 0.7336
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0034 - acc: 0.7506Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0034 - acc: 0.7518 - val_loss: 0.0028 - val_acc: 0.7290
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7560Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0029 - acc: 0.7558 - val_loss: 0.0033 - val_acc: 0.7383
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7698Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0029 - acc: 0.7693 - val_loss: 0.0028 - val_acc: 0.7383
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7632Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0030 - acc: 0.7623 - val_loss: 0.0027 - val_acc: 0.7523
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7746Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0027 - acc: 0.7722 - val_loss: 0.0030 - val_acc: 0.7570
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0030 - acc: 0.7644Epoch 00031: val_loss improved from 0.00261 to 0.00246, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0030 - acc: 0.7629 - val_loss: 0.0025 - val_acc: 0.7523
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7632Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0026 - acc: 0.7634 - val_loss: 0.0032 - val_acc: 0.7640
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7716Epoch 00033: val_loss improved from 0.00246 to 0.00176, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0027 - acc: 0.7745 - val_loss: 0.0018 - val_acc: 0.7710
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0028 - acc: 0.7764Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0028 - acc: 0.7769 - val_loss: 0.0024 - val_acc: 0.7664
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7686Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0025 - acc: 0.7681 - val_loss: 0.0037 - val_acc: 0.7664
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7626Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0027 - acc: 0.7652 - val_loss: 0.0029 - val_acc: 0.7687
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7776Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0024 - acc: 0.7769 - val_loss: 0.0020 - val_acc: 0.7664
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7825Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0026 - acc: 0.7850 - val_loss: 0.0036 - val_acc: 0.7547
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7800Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0023 - acc: 0.7780 - val_loss: 0.0052 - val_acc: 0.7617
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0024 - acc: 0.7855Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0024 - acc: 0.7839 - val_loss: 0.0031 - val_acc: 0.7640
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7782Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0024 - acc: 0.7815 - val_loss: 0.0035 - val_acc: 0.7640
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7861Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0022 - acc: 0.7880 - val_loss: 0.0028 - val_acc: 0.7570
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7867Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0022 - acc: 0.7880 - val_loss: 0.0030 - val_acc: 0.7523
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7915Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0022 - acc: 0.7932 - val_loss: 0.0023 - val_acc: 0.7640
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7843Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0023 - acc: 0.7833 - val_loss: 0.0021 - val_acc: 0.7640
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.8143Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0022 - acc: 0.8137 - val_loss: 0.0031 - val_acc: 0.7640
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7927Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0020 - acc: 0.7938 - val_loss: 0.0021 - val_acc: 0.7734
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7957Epoch 00048: val_loss improved from 0.00176 to 0.00157, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0025 - acc: 0.7950 - val_loss: 0.0016 - val_acc: 0.7757
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.8053Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0019 - acc: 0.8043 - val_loss: 0.0018 - val_acc: 0.7734
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.8089Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0019 - acc: 0.8090 - val_loss: 0.0026 - val_acc: 0.7710
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.8005Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0021 - acc: 0.7985 - val_loss: 0.0017 - val_acc: 0.7710
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7975Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0021 - acc: 0.7996 - val_loss: 0.0017 - val_acc: 0.7804
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.8053Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0020 - acc: 0.8061 - val_loss: 0.0029 - val_acc: 0.7734
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8053Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0018 - acc: 0.8072 - val_loss: 0.0023 - val_acc: 0.7804
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.8101Epoch 00055: val_loss improved from 0.00157 to 0.00156, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0022 - acc: 0.8107 - val_loss: 0.0016 - val_acc: 0.7804
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.8113Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0020 - acc: 0.8084 - val_loss: 0.0017 - val_acc: 0.7710
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8161Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0017 - acc: 0.8154 - val_loss: 0.0020 - val_acc: 0.7757
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.8209Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0019 - acc: 0.8224 - val_loss: 0.0025 - val_acc: 0.7710
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.8011Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0018 - acc: 0.7996 - val_loss: 0.0017 - val_acc: 0.7780
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.8101Epoch 00060: val_loss improved from 0.00156 to 0.00150, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0020 - acc: 0.8113 - val_loss: 0.0015 - val_acc: 0.7710
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.8017Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0019 - acc: 0.8002 - val_loss: 0.0019 - val_acc: 0.7734
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.8071Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.8090 - val_loss: 0.0019 - val_acc: 0.7780
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.8155Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0018 - acc: 0.8172 - val_loss: 0.0018 - val_acc: 0.7780
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8179Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0017 - acc: 0.8143 - val_loss: 0.0016 - val_acc: 0.7710
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.8053Epoch 00065: val_loss improved from 0.00150 to 0.00149, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0023 - acc: 0.8061 - val_loss: 0.0015 - val_acc: 0.7734
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.8221Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.8224 - val_loss: 0.0021 - val_acc: 0.7617
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.8155Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0018 - acc: 0.8154 - val_loss: 0.0017 - val_acc: 0.7850
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.8125Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0020 - acc: 0.8107 - val_loss: 0.0025 - val_acc: 0.7780
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.8233Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.8189 - val_loss: 0.0015 - val_acc: 0.7874
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.8209Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0018 - acc: 0.8189 - val_loss: 0.0019 - val_acc: 0.7804
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.8215Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.8189 - val_loss: 0.0021 - val_acc: 0.7827
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.8197Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.8189 - val_loss: 0.0016 - val_acc: 0.7687
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.8149Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0021 - acc: 0.8143 - val_loss: 0.0017 - val_acc: 0.7757
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.8287Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.8271 - val_loss: 0.0019 - val_acc: 0.7804
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.8233Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.8254 - val_loss: 0.0021 - val_acc: 0.7734
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.8197Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0014 - acc: 0.8218 - val_loss: 0.0025 - val_acc: 0.7710
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8095Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0017 - acc: 0.8107 - val_loss: 0.0019 - val_acc: 0.7734
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8281Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0017 - acc: 0.8277 - val_loss: 0.0017 - val_acc: 0.7734
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.8275Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0014 - acc: 0.8289 - val_loss: 0.0026 - val_acc: 0.7780
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8221Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.8248 - val_loss: 0.0019 - val_acc: 0.7757
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.8197Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.8189 - val_loss: 0.0022 - val_acc: 0.7734
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.8233Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.8218 - val_loss: 0.0034 - val_acc: 0.7710
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.8299Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0014 - acc: 0.8283 - val_loss: 0.0036 - val_acc: 0.7780
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8137Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0017 - acc: 0.8137 - val_loss: 0.0018 - val_acc: 0.7850
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.8215Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.8195 - val_loss: 0.0027 - val_acc: 0.7780
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.8263Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.8300 - val_loss: 0.0025 - val_acc: 0.7734
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.8329Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.8306 - val_loss: 0.0016 - val_acc: 0.7664
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.8323Epoch 00088: val_loss improved from 0.00149 to 0.00143, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.8312 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.8257Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.8248 - val_loss: 0.0028 - val_acc: 0.7640
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.8257Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.8259 - val_loss: 0.0029 - val_acc: 0.7664
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.8275Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.8271 - val_loss: 0.0027 - val_acc: 0.7734
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.8287Epoch 00092: val_loss improved from 0.00143 to 0.00137, saving model to my_model.rmsprop.h5
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.8294 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.8245Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0017 - acc: 0.8265 - val_loss: 0.0017 - val_acc: 0.7850
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.8287Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.8283 - val_loss: 0.0019 - val_acc: 0.7804
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.8474Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.8470 - val_loss: 0.0018 - val_acc: 0.7780
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8329Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.8318 - val_loss: 0.0016 - val_acc: 0.7850
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.8431Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0018 - acc: 0.8446 - val_loss: 0.0014 - val_acc: 0.7850
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.8353Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0012 - acc: 0.8324 - val_loss: 0.0023 - val_acc: 0.7687
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.8323Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.8324 - val_loss: 0.0023 - val_acc: 0.7850
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8377Epoch 00000: val_loss improved from inf to 0.00140, saving model to my_model.adam.h5
1712/1712 [==============================] - 1s - loss: 0.0011 - acc: 0.8411 - val_loss: 0.0014 - val_acc: 0.7850
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.1789e-04 - acc: 0.8444Epoch 00001: val_loss improved from 0.00140 to 0.00131, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 8.1927e-04 - acc: 0.8452 - val_loss: 0.0013 - val_acc: 0.7804
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.7896e-04 - acc: 0.8329Epoch 00002: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.7444e-04 - acc: 0.8359 - val_loss: 0.0013 - val_acc: 0.7874
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.6771e-04 - acc: 0.8450Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.6576e-04 - acc: 0.8446 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4476e-04 - acc: 0.8377Epoch 00004: val_loss improved from 0.00131 to 0.00128, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 7.4686e-04 - acc: 0.8382 - val_loss: 0.0013 - val_acc: 0.7874
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4397e-04 - acc: 0.8335Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4024e-04 - acc: 0.8359 - val_loss: 0.0013 - val_acc: 0.7804
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4054e-04 - acc: 0.8431Epoch 00006: val_loss improved from 0.00128 to 0.00125, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 7.3860e-04 - acc: 0.8440 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3229e-04 - acc: 0.8552Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3594e-04 - acc: 0.8551 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9428e-04 - acc: 0.8371Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9641e-04 - acc: 0.8359 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0652e-04 - acc: 0.8522Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0414e-04 - acc: 0.8511 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0254e-04 - acc: 0.8444Epoch 00010: val_loss improved from 0.00125 to 0.00124, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 7.0407e-04 - acc: 0.8446 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.7535e-04 - acc: 0.8425Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.7556e-04 - acc: 0.8429 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8992e-04 - acc: 0.8480Epoch 00012: val_loss improved from 0.00124 to 0.00121, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 6.8866e-04 - acc: 0.8464 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.6895e-04 - acc: 0.8642Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.6882e-04 - acc: 0.8633 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.4742e-04 - acc: 0.8672Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.4521e-04 - acc: 0.8662 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.2657e-04 - acc: 0.8438Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.2596e-04 - acc: 0.8464 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.6168e-04 - acc: 0.8474Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.5886e-04 - acc: 0.8487 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.5029e-04 - acc: 0.8504Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.5352e-04 - acc: 0.8481 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.4204e-04 - acc: 0.8425Epoch 00018: val_loss improved from 0.00121 to 0.00120, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 6.4241e-04 - acc: 0.8446 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.3714e-04 - acc: 0.8474Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.3578e-04 - acc: 0.8493 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.1642e-04 - acc: 0.8498Epoch 00020: val_loss improved from 0.00120 to 0.00119, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 6.1540e-04 - acc: 0.8475 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.1921e-04 - acc: 0.8570Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.2114e-04 - acc: 0.8563 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.2695e-04 - acc: 0.8492Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.2648e-04 - acc: 0.8464 - val_loss: 0.0013 - val_acc: 0.7967
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.1627e-04 - acc: 0.8564Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.2285e-04 - acc: 0.8557 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.0168e-04 - acc: 0.8624Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.0155e-04 - acc: 0.8633 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.2281e-04 - acc: 0.8570Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.2783e-04 - acc: 0.8581 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.1472e-04 - acc: 0.8419Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.1523e-04 - acc: 0.8440 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.0624e-04 - acc: 0.8582Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.0615e-04 - acc: 0.8581 - val_loss: 0.0012 - val_acc: 0.7757
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.0093e-04 - acc: 0.8582Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.0101e-04 - acc: 0.8598 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.9322e-04 - acc: 0.8654Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.9167e-04 - acc: 0.8657 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.7443e-04 - acc: 0.8648Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.7311e-04 - acc: 0.8645 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.1487e-04 - acc: 0.8510Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.1326e-04 - acc: 0.8534 - val_loss: 0.0014 - val_acc: 0.7874
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.4265e-04 - acc: 0.8486Epoch 00032: val_loss improved from 0.00119 to 0.00117, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 6.4010e-04 - acc: 0.8481 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.8987e-04 - acc: 0.8582Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.8970e-04 - acc: 0.8586 - val_loss: 0.0012 - val_acc: 0.8061
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.7826e-04 - acc: 0.8708Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.7770e-04 - acc: 0.8686 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.7532e-04 - acc: 0.8630Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.7342e-04 - acc: 0.8633 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.7527e-04 - acc: 0.8522Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.7906e-04 - acc: 0.8551 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.6202e-04 - acc: 0.8636Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.6036e-04 - acc: 0.8639 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4770e-04 - acc: 0.8714Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4930e-04 - acc: 0.8738 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4722e-04 - acc: 0.8678Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4921e-04 - acc: 0.8692 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.7444e-04 - acc: 0.8528Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.7389e-04 - acc: 0.8522 - val_loss: 0.0012 - val_acc: 0.8014
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4029e-04 - acc: 0.8492Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.3908e-04 - acc: 0.8516 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.3927e-04 - acc: 0.8642Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.3718e-04 - acc: 0.8639 - val_loss: 0.0012 - val_acc: 0.7804
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.3295e-04 - acc: 0.8588Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.3158e-04 - acc: 0.8569 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.2002e-04 - acc: 0.8612Epoch 00044: val_loss improved from 0.00117 to 0.00117, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 5.2139e-04 - acc: 0.8604 - val_loss: 0.0012 - val_acc: 0.8061
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.3153e-04 - acc: 0.8588Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.3107e-04 - acc: 0.8586 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4937e-04 - acc: 0.8660Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4978e-04 - acc: 0.8680 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.3245e-04 - acc: 0.8624Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.3294e-04 - acc: 0.8604 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.1785e-04 - acc: 0.8558Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.2195e-04 - acc: 0.8563 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.1947e-04 - acc: 0.8594Epoch 00049: val_loss improved from 0.00117 to 0.00115, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 5.1949e-04 - acc: 0.8616 - val_loss: 0.0012 - val_acc: 0.8061
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.3904e-04 - acc: 0.8444Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4626e-04 - acc: 0.8458 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.2493e-04 - acc: 0.8540Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.2408e-04 - acc: 0.8540 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.2824e-04 - acc: 0.8738Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.3096e-04 - acc: 0.8744 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.1991e-04 - acc: 0.8684Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.2213e-04 - acc: 0.8692 - val_loss: 0.0012 - val_acc: 0.8014
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4284e-04 - acc: 0.8750Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4171e-04 - acc: 0.8768 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.2907e-04 - acc: 0.8714Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.2774e-04 - acc: 0.8721 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.9535e-04 - acc: 0.8714Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.9554e-04 - acc: 0.8692 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0237e-04 - acc: 0.8606Epoch 00057: val_loss improved from 0.00115 to 0.00115, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 5.0283e-04 - acc: 0.8610 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0359e-04 - acc: 0.8678Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.0042e-04 - acc: 0.8668 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0633e-04 - acc: 0.8654Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.0840e-04 - acc: 0.8657 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.1488e-04 - acc: 0.8594Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.1303e-04 - acc: 0.8598 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0196e-04 - acc: 0.8654Epoch 00061: val_loss improved from 0.00115 to 0.00113, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 5.0105e-04 - acc: 0.8668 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.9488e-04 - acc: 0.8672Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.9372e-04 - acc: 0.8680 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.8230e-04 - acc: 0.8732Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.8393e-04 - acc: 0.8715 - val_loss: 0.0012 - val_acc: 0.8014
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0979e-04 - acc: 0.8648Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.0933e-04 - acc: 0.8651 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.9806e-04 - acc: 0.8648Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.9871e-04 - acc: 0.8645 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7873e-04 - acc: 0.8756Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7704e-04 - acc: 0.8762 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6678e-04 - acc: 0.8672Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6591e-04 - acc: 0.8662 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0081e-04 - acc: 0.8642Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.9917e-04 - acc: 0.8627 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6631e-04 - acc: 0.8618Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6438e-04 - acc: 0.8592 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7235e-04 - acc: 0.8696Epoch 00070: val_loss improved from 0.00113 to 0.00113, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 4.7299e-04 - acc: 0.8680 - val_loss: 0.0011 - val_acc: 0.7780
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7797e-04 - acc: 0.8804Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7748e-04 - acc: 0.8791 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7338e-04 - acc: 0.8696Epoch 00072: val_loss improved from 0.00113 to 0.00113, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 4.7247e-04 - acc: 0.8703 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6365e-04 - acc: 0.8732Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6396e-04 - acc: 0.8744 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7686e-04 - acc: 0.8714Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7639e-04 - acc: 0.8721 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6430e-04 - acc: 0.8744Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6391e-04 - acc: 0.8738 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.8188e-04 - acc: 0.8672Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.8323e-04 - acc: 0.8680 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0053e-04 - acc: 0.8552Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.0184e-04 - acc: 0.8569 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.8225e-04 - acc: 0.8624Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.8236e-04 - acc: 0.8639 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6440e-04 - acc: 0.8594Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6342e-04 - acc: 0.8598 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6947e-04 - acc: 0.8642Epoch 00080: val_loss improved from 0.00113 to 0.00111, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 4.6959e-04 - acc: 0.8645 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6394e-04 - acc: 0.8648Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6388e-04 - acc: 0.8662 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7360e-04 - acc: 0.8720Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7415e-04 - acc: 0.8732 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7099e-04 - acc: 0.8732Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7243e-04 - acc: 0.8727 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6593e-04 - acc: 0.8774Epoch 00084: val_loss improved from 0.00111 to 0.00111, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 4.6633e-04 - acc: 0.8773 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6348e-04 - acc: 0.8744Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6297e-04 - acc: 0.8744 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5840e-04 - acc: 0.8576Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.5942e-04 - acc: 0.8581 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6847e-04 - acc: 0.8672Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6916e-04 - acc: 0.8680 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5514e-04 - acc: 0.8702Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.5891e-04 - acc: 0.8692 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6289e-04 - acc: 0.8684Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6205e-04 - acc: 0.8697 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5147e-04 - acc: 0.8678Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.5166e-04 - acc: 0.8697 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4686e-04 - acc: 0.8672Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.4531e-04 - acc: 0.8662 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7807e-04 - acc: 0.8720Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7713e-04 - acc: 0.8703 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7825e-04 - acc: 0.8678Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7992e-04 - acc: 0.8674 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4825e-04 - acc: 0.8750Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.4822e-04 - acc: 0.8727 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4394e-04 - acc: 0.8750Epoch 00095: val_loss improved from 0.00111 to 0.00110, saving model to my_model.adam.h5
1712/1712 [==============================] - 0s - loss: 4.4595e-04 - acc: 0.8750 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.3851e-04 - acc: 0.8612Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.3716e-04 - acc: 0.8610 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.3600e-04 - acc: 0.8690Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.3698e-04 - acc: 0.8680 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6284e-04 - acc: 0.8708Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6389e-04 - acc: 0.8721 - val_loss: 0.0011 - val_acc: 0.7804
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4995e-04 - acc: 0.8798Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.4950e-04 - acc: 0.8797 - val_loss: 0.0011 - val_acc: 0.7874
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1483e-04 - acc: 0.8804Epoch 00000: val_loss improved from inf to 0.00111, saving model to my_model.sgd.h5
1712/1712 [==============================] - 0s - loss: 4.1428e-04 - acc: 0.8808 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2146e-04 - acc: 0.8744Epoch 00001: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2161e-04 - acc: 0.8738 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1960e-04 - acc: 0.8798Epoch 00002: val_loss improved from 0.00111 to 0.00111, saving model to my_model.sgd.h5
1712/1712 [==============================] - 0s - loss: 4.2060e-04 - acc: 0.8797 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1950e-04 - acc: 0.8792Epoch 00003: val_loss improved from 0.00111 to 0.00111, saving model to my_model.sgd.h5
1712/1712 [==============================] - 0s - loss: 4.1925e-04 - acc: 0.8803 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2173e-04 - acc: 0.8744Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2010e-04 - acc: 0.8744 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1774e-04 - acc: 0.8648Epoch 00005: val_loss improved from 0.00111 to 0.00110, saving model to my_model.sgd.h5
1712/1712 [==============================] - 0s - loss: 4.1673e-04 - acc: 0.8645 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0843e-04 - acc: 0.8804Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1025e-04 - acc: 0.8779 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2342e-04 - acc: 0.8750Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2390e-04 - acc: 0.8744 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1767e-04 - acc: 0.8786Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1897e-04 - acc: 0.8785 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1863e-04 - acc: 0.8828Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1697e-04 - acc: 0.8814 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1914e-04 - acc: 0.8792Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1910e-04 - acc: 0.8785 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2563e-04 - acc: 0.8858Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2458e-04 - acc: 0.8849 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1805e-04 - acc: 0.8708Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1817e-04 - acc: 0.8686 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1354e-04 - acc: 0.8780Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1466e-04 - acc: 0.8768 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2251e-04 - acc: 0.8636Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2193e-04 - acc: 0.8633 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1578e-04 - acc: 0.8720Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1580e-04 - acc: 0.8732 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1562e-04 - acc: 0.8708Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1691e-04 - acc: 0.8709 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1697e-04 - acc: 0.8840Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1660e-04 - acc: 0.8832 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1973e-04 - acc: 0.8738Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1953e-04 - acc: 0.8762 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0820e-04 - acc: 0.8798Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0789e-04 - acc: 0.8797 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1115e-04 - acc: 0.8702Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1103e-04 - acc: 0.8709 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.3039e-04 - acc: 0.8714Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2962e-04 - acc: 0.8727 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1948e-04 - acc: 0.8738Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2003e-04 - acc: 0.8738 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1403e-04 - acc: 0.8846Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1389e-04 - acc: 0.8826 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1605e-04 - acc: 0.8660Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1621e-04 - acc: 0.8674 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1096e-04 - acc: 0.8774Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1144e-04 - acc: 0.8768 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1426e-04 - acc: 0.8750Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1418e-04 - acc: 0.8768 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2116e-04 - acc: 0.8786Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2272e-04 - acc: 0.8814 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0659e-04 - acc: 0.8786Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0947e-04 - acc: 0.8768 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1412e-04 - acc: 0.8750Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1450e-04 - acc: 0.8738 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1839e-04 - acc: 0.8648Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1875e-04 - acc: 0.8627 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2257e-04 - acc: 0.8756Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2452e-04 - acc: 0.8732 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2061e-04 - acc: 0.8678Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1931e-04 - acc: 0.8697 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1327e-04 - acc: 0.8714Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1251e-04 - acc: 0.8727 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1600e-04 - acc: 0.8774Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1570e-04 - acc: 0.8785 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0819e-04 - acc: 0.8888Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0875e-04 - acc: 0.8879 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0944e-04 - acc: 0.8642Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1016e-04 - acc: 0.8645 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 00036: early stopping
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0589 - acc: 0.6977Epoch 00000: val_loss improved from inf to 0.00383, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0573 - acc: 0.6980 - val_loss: 0.0038 - val_acc: 0.6963
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0036 - acc: 0.7188Epoch 00001: val_loss improved from 0.00383 to 0.00288, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0036 - acc: 0.7155 - val_loss: 0.0029 - val_acc: 0.7173
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7344Epoch 00002: val_loss improved from 0.00288 to 0.00215, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0025 - acc: 0.7377 - val_loss: 0.0022 - val_acc: 0.7523
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7464Epoch 00003: val_loss improved from 0.00215 to 0.00210, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0020 - acc: 0.7471 - val_loss: 0.0021 - val_acc: 0.7360
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7596Epoch 00004: val_loss improved from 0.00210 to 0.00172, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0018 - acc: 0.7564 - val_loss: 0.0017 - val_acc: 0.7547
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7698Epoch 00005: val_loss improved from 0.00172 to 0.00164, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0016 - acc: 0.7699 - val_loss: 0.0016 - val_acc: 0.7570
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7650Epoch 00006: val_loss improved from 0.00164 to 0.00163, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0015 - acc: 0.7623 - val_loss: 0.0016 - val_acc: 0.7617
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7728Epoch 00007: val_loss improved from 0.00163 to 0.00161, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0014 - acc: 0.7716 - val_loss: 0.0016 - val_acc: 0.7757
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7722Epoch 00008: val_loss improved from 0.00161 to 0.00157, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0014 - acc: 0.7710 - val_loss: 0.0016 - val_acc: 0.7593
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7770Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0014 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7640
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7752Epoch 00010: val_loss improved from 0.00157 to 0.00156, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.7757 - val_loss: 0.0016 - val_acc: 0.7593
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7770Epoch 00011: val_loss improved from 0.00156 to 0.00149, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0013 - acc: 0.7775 - val_loss: 0.0015 - val_acc: 0.7570
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7849Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0012 - acc: 0.7845 - val_loss: 0.0015 - val_acc: 0.7617
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7879Epoch 00013: val_loss improved from 0.00149 to 0.00147, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0012 - acc: 0.7880 - val_loss: 0.0015 - val_acc: 0.7593
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7831Epoch 00014: val_loss improved from 0.00147 to 0.00146, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0012 - acc: 0.7856 - val_loss: 0.0015 - val_acc: 0.7664
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7909Epoch 00015: val_loss improved from 0.00146 to 0.00143, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.7909 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7819Epoch 00016: val_loss improved from 0.00143 to 0.00141, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7800Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7987Epoch 00018: val_loss improved from 0.00141 to 0.00139, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.7973 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7921Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.7926 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7885Epoch 00020: val_loss improved from 0.00139 to 0.00137, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.7903 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0011 - acc: 0.7956 - val_loss: 0.0014 - val_acc: 0.7757
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7999Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7740Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 0.0010 - acc: 0.7757 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7873Epoch 00024: val_loss improved from 0.00137 to 0.00136, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0014 - val_acc: 0.7710
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8053 Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.9680e-04 - acc: 0.8067 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9530e-04 - acc: 0.7927Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.9597e-04 - acc: 0.7932 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9446e-04 - acc: 0.8149Epoch 00027: val_loss improved from 0.00136 to 0.00135, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 9.9273e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9034e-04 - acc: 0.8047Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.8850e-04 - acc: 0.8061 - val_loss: 0.0014 - val_acc: 0.7664
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.7977e-04 - acc: 0.7987Epoch 00029: val_loss improved from 0.00135 to 0.00134, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 9.7563e-04 - acc: 0.8008 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5644e-04 - acc: 0.8167Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.5865e-04 - acc: 0.8160 - val_loss: 0.0014 - val_acc: 0.7734
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6134e-04 - acc: 0.7981Epoch 00031: val_loss improved from 0.00134 to 0.00133, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 9.5924e-04 - acc: 0.7991 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4314e-04 - acc: 0.8059Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.4134e-04 - acc: 0.8067 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3695e-04 - acc: 0.8023Epoch 00033: val_loss improved from 0.00133 to 0.00131, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 9.3789e-04 - acc: 0.8026 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2833e-04 - acc: 0.8023Epoch 00034: val_loss improved from 0.00131 to 0.00131, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 9.2509e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7593
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1047e-04 - acc: 0.8023Epoch 00035: val_loss improved from 0.00131 to 0.00130, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 9.1059e-04 - acc: 0.8020 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2229e-04 - acc: 0.8101Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.2634e-04 - acc: 0.8096 - val_loss: 0.0014 - val_acc: 0.7640
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2069e-04 - acc: 0.8071Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.2293e-04 - acc: 0.8067 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.8180e-04 - acc: 0.8089Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.8111e-04 - acc: 0.8090 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.0785e-04 - acc: 0.8029Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 9.0656e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.9314e-04 - acc: 0.8023Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.9022e-04 - acc: 0.8032 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.7509e-04 - acc: 0.8131Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.7382e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7687
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.8275e-04 - acc: 0.8191Epoch 00042: val_loss improved from 0.00130 to 0.00127, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 8.8368e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.8012e-04 - acc: 0.8137Epoch 00043: val_loss improved from 0.00127 to 0.00127, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 8.8379e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.6808e-04 - acc: 0.8215Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.7457e-04 - acc: 0.8201 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.6589e-04 - acc: 0.8143Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.6490e-04 - acc: 0.8125 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.7257e-04 - acc: 0.8149Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.7127e-04 - acc: 0.8137 - val_loss: 0.0013 - val_acc: 0.7780
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.4741e-04 - acc: 0.8167Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.4222e-04 - acc: 0.8166 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.7841e-04 - acc: 0.8011Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.7704e-04 - acc: 0.8014 - val_loss: 0.0014 - val_acc: 0.7827
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.6068e-04 - acc: 0.8179Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.5909e-04 - acc: 0.8189 - val_loss: 0.0013 - val_acc: 0.7804
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.4395e-04 - acc: 0.8149Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.4036e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.5156e-04 - acc: 0.8071Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.5353e-04 - acc: 0.8072 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.5913e-04 - acc: 0.8167Epoch 00052: val_loss improved from 0.00127 to 0.00126, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 8.5773e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.3165e-04 - acc: 0.8107Epoch 00053: val_loss improved from 0.00126 to 0.00125, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 8.2748e-04 - acc: 0.8119 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.4489e-04 - acc: 0.8071Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.4150e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.3524e-04 - acc: 0.8089Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.3344e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.3340e-04 - acc: 0.8023Epoch 00056: val_loss improved from 0.00125 to 0.00124, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 8.4427e-04 - acc: 0.8002 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.0739e-04 - acc: 0.8125Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.0847e-04 - acc: 0.8143 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.2354e-04 - acc: 0.8017Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.1918e-04 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.2644e-04 - acc: 0.8053Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.2377e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.2937e-04 - acc: 0.8143Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.3064e-04 - acc: 0.8148 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.1621e-04 - acc: 0.8233Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.1393e-04 - acc: 0.8248 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.1466e-04 - acc: 0.8179Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.0973e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.8456e-04 - acc: 0.8167Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9238e-04 - acc: 0.8166 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.1256e-04 - acc: 0.8245Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.0727e-04 - acc: 0.8271 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.8560e-04 - acc: 0.8191Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.8921e-04 - acc: 0.8189 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.8436e-04 - acc: 0.8221Epoch 00066: val_loss improved from 0.00124 to 0.00123, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 7.8572e-04 - acc: 0.8230 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.0217e-04 - acc: 0.8053Epoch 00067: val_loss improved from 0.00123 to 0.00123, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 7.9916e-04 - acc: 0.8072 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.8963e-04 - acc: 0.8251Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.8783e-04 - acc: 0.8271 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9714e-04 - acc: 0.8179Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9789e-04 - acc: 0.8166 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9337e-04 - acc: 0.8095Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9392e-04 - acc: 0.8107 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9794e-04 - acc: 0.8149Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9658e-04 - acc: 0.8148 - val_loss: 0.0013 - val_acc: 0.7874
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5817e-04 - acc: 0.8047Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5781e-04 - acc: 0.8049 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.7607e-04 - acc: 0.8215Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.7076e-04 - acc: 0.8201 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9613e-04 - acc: 0.8179Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9630e-04 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.8046e-04 - acc: 0.8311Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.8109e-04 - acc: 0.8324 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5116e-04 - acc: 0.8323Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5319e-04 - acc: 0.8329 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.6784e-04 - acc: 0.8197Epoch 00077: val_loss improved from 0.00123 to 0.00122, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 7.6780e-04 - acc: 0.8183 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.6630e-04 - acc: 0.8275Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.6558e-04 - acc: 0.8259 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5997e-04 - acc: 0.8347Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.6176e-04 - acc: 0.8376 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.7625e-04 - acc: 0.8221Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.7322e-04 - acc: 0.8213 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.6721e-04 - acc: 0.8155Epoch 00081: val_loss improved from 0.00122 to 0.00122, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 7.6240e-04 - acc: 0.8172 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4913e-04 - acc: 0.8143Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5438e-04 - acc: 0.8148 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3583e-04 - acc: 0.8329Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4093e-04 - acc: 0.8324 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3594e-04 - acc: 0.8377Epoch 00084: val_loss improved from 0.00122 to 0.00121, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 7.3450e-04 - acc: 0.8347 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5238e-04 - acc: 0.8227Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4870e-04 - acc: 0.8230 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5391e-04 - acc: 0.8287Epoch 00086: val_loss improved from 0.00121 to 0.00121, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 7.5602e-04 - acc: 0.8289 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4852e-04 - acc: 0.8311Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5025e-04 - acc: 0.8294 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4037e-04 - acc: 0.8221Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3824e-04 - acc: 0.8218 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4366e-04 - acc: 0.8197Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3864e-04 - acc: 0.8218 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3452e-04 - acc: 0.8239Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3230e-04 - acc: 0.8254 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4435e-04 - acc: 0.8167Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4326e-04 - acc: 0.8178 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2326e-04 - acc: 0.8185Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2113e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1539e-04 - acc: 0.8323Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1655e-04 - acc: 0.8353 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3040e-04 - acc: 0.8155Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3411e-04 - acc: 0.8178 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2979e-04 - acc: 0.8293Epoch 00095: val_loss improved from 0.00121 to 0.00120, saving model to my_model.adagrad.h5
1712/1712 [==============================] - 0s - loss: 7.3197e-04 - acc: 0.8283 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2640e-04 - acc: 0.8287Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2512e-04 - acc: 0.8283 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2888e-04 - acc: 0.8203Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2959e-04 - acc: 0.8224 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0755e-04 - acc: 0.8263Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0779e-04 - acc: 0.8277 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2081e-04 - acc: 0.8257Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2050e-04 - acc: 0.8277 - val_loss: 0.0012 - val_acc: 0.7897
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.2877e-04 - acc: 0.8299Epoch 00000: val_loss improved from inf to 0.00157, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 1s - loss: 8.2917e-04 - acc: 0.8324 - val_loss: 0.0016 - val_acc: 0.7850
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5583e-04 - acc: 0.8251Epoch 00001: val_loss improved from 0.00157 to 0.00128, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.5404e-04 - acc: 0.8259 - val_loss: 0.0013 - val_acc: 0.7991
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3154e-04 - acc: 0.8311Epoch 00002: val_loss improved from 0.00128 to 0.00121, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.3276e-04 - acc: 0.8306 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5133e-04 - acc: 0.8125Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5864e-04 - acc: 0.8107 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3353e-04 - acc: 0.8191Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3136e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.8406e-04 - acc: 0.8317Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.8452e-04 - acc: 0.8324 - val_loss: 0.0013 - val_acc: 0.7874
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.8187e-04 - acc: 0.8305Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.8173e-04 - acc: 0.8306 - val_loss: 0.0014 - val_acc: 0.7897
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9788e-04 - acc: 0.8269Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.0234e-04 - acc: 0.8283 - val_loss: 0.0014 - val_acc: 0.7967
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5111e-04 - acc: 0.8197Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5015e-04 - acc: 0.8207 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4170e-04 - acc: 0.8167Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5169e-04 - acc: 0.8172 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.5914e-04 - acc: 0.8143Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 8.5633e-04 - acc: 0.8131 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4812e-04 - acc: 0.8233Epoch 00011: val_loss improved from 0.00121 to 0.00120, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.4790e-04 - acc: 0.8242 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2065e-04 - acc: 0.8245Epoch 00012: val_loss improved from 0.00120 to 0.00120, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.1912e-04 - acc: 0.8259 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2118e-04 - acc: 0.8353Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2379e-04 - acc: 0.8353 - val_loss: 0.0013 - val_acc: 0.7991
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1513e-04 - acc: 0.8245Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1044e-04 - acc: 0.8265 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1992e-04 - acc: 0.8395Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1959e-04 - acc: 0.8400 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.6096e-04 - acc: 0.8275Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.6228e-04 - acc: 0.8306 - val_loss: 0.0017 - val_acc: 0.7850
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9759e-04 - acc: 0.8209Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9369e-04 - acc: 0.8218 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1674e-04 - acc: 0.8419Epoch 00018: val_loss improved from 0.00120 to 0.00119, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.1911e-04 - acc: 0.8405 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3024e-04 - acc: 0.8311Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3180e-04 - acc: 0.8318 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3583e-04 - acc: 0.8191Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3887e-04 - acc: 0.8195 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.7800e-04 - acc: 0.8239Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.7877e-04 - acc: 0.8207 - val_loss: 0.0013 - val_acc: 0.7991
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0992e-04 - acc: 0.8257Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1157e-04 - acc: 0.8259 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1339e-04 - acc: 0.8287Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1138e-04 - acc: 0.8300 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4434e-04 - acc: 0.8239Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4330e-04 - acc: 0.8254 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0249e-04 - acc: 0.8209Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0232e-04 - acc: 0.8213 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1049e-04 - acc: 0.8263Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1170e-04 - acc: 0.8254 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3819e-04 - acc: 0.8239Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4140e-04 - acc: 0.8218 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.7280e-04 - acc: 0.8281Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.7045e-04 - acc: 0.8259 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1285e-04 - acc: 0.8335Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1359e-04 - acc: 0.8335 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1466e-04 - acc: 0.8353Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1487e-04 - acc: 0.8353 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2825e-04 - acc: 0.8233Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2740e-04 - acc: 0.8224 - val_loss: 0.0014 - val_acc: 0.7897
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9275e-04 - acc: 0.8359Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9034e-04 - acc: 0.8364 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2518e-04 - acc: 0.8287Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2345e-04 - acc: 0.8318 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.6691e-04 - acc: 0.8233Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.6214e-04 - acc: 0.8254 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2314e-04 - acc: 0.8438Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1920e-04 - acc: 0.8452 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9288e-04 - acc: 0.8251Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9274e-04 - acc: 0.8277 - val_loss: 0.0014 - val_acc: 0.7850
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.6949e-04 - acc: 0.8353Epoch 00037: val_loss improved from 0.00119 to 0.00119, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.6457e-04 - acc: 0.8353 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2255e-04 - acc: 0.8239Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2176e-04 - acc: 0.8254 - val_loss: 0.0013 - val_acc: 0.7827
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1980e-04 - acc: 0.8293Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2582e-04 - acc: 0.8283 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5946e-04 - acc: 0.8275Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.6214e-04 - acc: 0.8265 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0322e-04 - acc: 0.8383Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0164e-04 - acc: 0.8388 - val_loss: 0.0014 - val_acc: 0.7921
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2728e-04 - acc: 0.8305Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2334e-04 - acc: 0.8294 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9225e-04 - acc: 0.8341Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9392e-04 - acc: 0.8329 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4781e-04 - acc: 0.8377Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4587e-04 - acc: 0.8364 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4152e-04 - acc: 0.8371Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3931e-04 - acc: 0.8364 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0949e-04 - acc: 0.8257Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0678e-04 - acc: 0.8271 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8951e-04 - acc: 0.8233Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9143e-04 - acc: 0.8242 - val_loss: 0.0013 - val_acc: 0.7874
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5621e-04 - acc: 0.8329Epoch 00048: val_loss improved from 0.00119 to 0.00119, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.5155e-04 - acc: 0.8347 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0973e-04 - acc: 0.8341Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1055e-04 - acc: 0.8347 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1150e-04 - acc: 0.8293Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1003e-04 - acc: 0.8306 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2526e-04 - acc: 0.8365Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2927e-04 - acc: 0.8364 - val_loss: 0.0014 - val_acc: 0.7921
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3142e-04 - acc: 0.8311Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3059e-04 - acc: 0.8300 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.7245e-04 - acc: 0.8438Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.7078e-04 - acc: 0.8446 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1036e-04 - acc: 0.8383Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1010e-04 - acc: 0.8388 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.9776e-04 - acc: 0.8335Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.9680e-04 - acc: 0.8329 - val_loss: 0.0014 - val_acc: 0.7921
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5252e-04 - acc: 0.8413Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4936e-04 - acc: 0.8429 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8347e-04 - acc: 0.8359Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8002e-04 - acc: 0.8370 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9827e-04 - acc: 0.8245Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9803e-04 - acc: 0.8254 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3203e-04 - acc: 0.8480Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.3325e-04 - acc: 0.8429 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8647e-04 - acc: 0.8359Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8536e-04 - acc: 0.8359 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9336e-04 - acc: 0.8353Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9247e-04 - acc: 0.8359 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0368e-04 - acc: 0.8305Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0248e-04 - acc: 0.8312 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9093e-04 - acc: 0.8401Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9549e-04 - acc: 0.8388 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5706e-04 - acc: 0.8293Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5625e-04 - acc: 0.8289 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4420e-04 - acc: 0.8311Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.4154e-04 - acc: 0.8312 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0211e-04 - acc: 0.8359Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0148e-04 - acc: 0.8370 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0975e-04 - acc: 0.8299Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1082e-04 - acc: 0.8324 - val_loss: 0.0013 - val_acc: 0.7967
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9628e-04 - acc: 0.8233Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9390e-04 - acc: 0.8248 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8125e-04 - acc: 0.8257Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8435e-04 - acc: 0.8254 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4536e-04 - acc: 0.8329Epoch 00070: val_loss improved from 0.00119 to 0.00118, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 7.4531e-04 - acc: 0.8341 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.7749e-04 - acc: 0.8263Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8379e-04 - acc: 0.8254 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8158e-04 - acc: 0.8438Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8277e-04 - acc: 0.8435 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.1692e-04 - acc: 0.8359Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.1613e-04 - acc: 0.8364 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9505e-04 - acc: 0.8383Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9202e-04 - acc: 0.8405 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.7256e-04 - acc: 0.8365Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.7557e-04 - acc: 0.8370 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9068e-04 - acc: 0.8269Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8905e-04 - acc: 0.8283 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9169e-04 - acc: 0.8389Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9112e-04 - acc: 0.8400 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.6304e-04 - acc: 0.8419Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.6294e-04 - acc: 0.8411 - val_loss: 0.0013 - val_acc: 0.7874
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2313e-04 - acc: 0.8401Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2509e-04 - acc: 0.8405 - val_loss: 0.0014 - val_acc: 0.7897
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.2608e-04 - acc: 0.8359Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2320e-04 - acc: 0.8382 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.4697e-04 - acc: 0.8365Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5063e-04 - acc: 0.8335 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8233e-04 - acc: 0.8317Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8215e-04 - acc: 0.8306 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8370e-04 - acc: 0.8311Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8410e-04 - acc: 0.8324 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.5836e-04 - acc: 0.8329Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.5814e-04 - acc: 0.8329 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9786e-04 - acc: 0.8221Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0112e-04 - acc: 0.8242 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8813e-04 - acc: 0.8371Epoch 00086: val_loss improved from 0.00118 to 0.00117, saving model to my_model.adadelta.h5
1712/1712 [==============================] - 0s - loss: 6.8786e-04 - acc: 0.8359 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8004e-04 - acc: 0.8077Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.9159e-04 - acc: 0.8096 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.0440e-04 - acc: 0.8269Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0192e-04 - acc: 0.8271 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8390e-04 - acc: 0.8299Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8600e-04 - acc: 0.8300 - val_loss: 0.0013 - val_acc: 0.7874
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.7330e-04 - acc: 0.8462Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.7365e-04 - acc: 0.8435 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.5437e-04 - acc: 0.8263Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.5826e-04 - acc: 0.8265 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 7.3228e-04 - acc: 0.8450Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.2853e-04 - acc: 0.8458 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.9864e-04 - acc: 0.8419Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 7.0373e-04 - acc: 0.8435 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8469e-04 - acc: 0.8299Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8678e-04 - acc: 0.8289 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8903e-04 - acc: 0.8371Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.8705e-04 - acc: 0.8394 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.7219e-04 - acc: 0.8203Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.7063e-04 - acc: 0.8201 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.6171e-04 - acc: 0.8299Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.6122e-04 - acc: 0.8324 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.6202e-04 - acc: 0.8407Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.6384e-04 - acc: 0.8388 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.6392e-04 - acc: 0.8263Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 6.6036e-04 - acc: 0.8294 - val_loss: 0.0013 - val_acc: 0.7921
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8155Epoch 00000: val_loss improved from inf to 0.00126, saving model to my_model.adamax.h5
1712/1712 [==============================] - 1s - loss: 0.0010 - acc: 0.8160 - val_loss: 0.0013 - val_acc: 0.7921
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.8569e-04 - acc: 0.8353Epoch 00001: val_loss improved from 0.00126 to 0.00122, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 6.8572e-04 - acc: 0.8370 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 6.3642e-04 - acc: 0.8365Epoch 00002: val_loss improved from 0.00122 to 0.00119, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 6.3458e-04 - acc: 0.8359 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.9961e-04 - acc: 0.8395Epoch 00003: val_loss improved from 0.00119 to 0.00117, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 5.9833e-04 - acc: 0.8394 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.8393e-04 - acc: 0.8323Epoch 00004: val_loss improved from 0.00117 to 0.00116, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 5.8193e-04 - acc: 0.8335 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.8790e-04 - acc: 0.8227Epoch 00005: val_loss improved from 0.00116 to 0.00115, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 5.8650e-04 - acc: 0.8254 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.6688e-04 - acc: 0.8480Epoch 00006: val_loss improved from 0.00115 to 0.00114, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 5.6819e-04 - acc: 0.8499 - val_loss: 0.0011 - val_acc: 0.7804
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.5901e-04 - acc: 0.8389Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.5909e-04 - acc: 0.8388 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.7123e-04 - acc: 0.8347Epoch 00008: val_loss improved from 0.00114 to 0.00113, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 5.7073e-04 - acc: 0.8370 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.5915e-04 - acc: 0.8462Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.6104e-04 - acc: 0.8440 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4969e-04 - acc: 0.8468Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4776e-04 - acc: 0.8475 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4447e-04 - acc: 0.8498Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4556e-04 - acc: 0.8505 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.4405e-04 - acc: 0.8522Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4414e-04 - acc: 0.8528 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.3998e-04 - acc: 0.8365Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.4000e-04 - acc: 0.8382 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.3294e-04 - acc: 0.8486Epoch 00014: val_loss improved from 0.00113 to 0.00112, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 5.3249e-04 - acc: 0.8493 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0921e-04 - acc: 0.8582Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.0841e-04 - acc: 0.8575 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.1155e-04 - acc: 0.8654Epoch 00016: val_loss improved from 0.00112 to 0.00112, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 5.1349e-04 - acc: 0.8627 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0821e-04 - acc: 0.8522Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.1194e-04 - acc: 0.8528 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 5.0777e-04 - acc: 0.8522Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 5.0609e-04 - acc: 0.8516 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.9102e-04 - acc: 0.8480Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.9128e-04 - acc: 0.8499 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.9032e-04 - acc: 0.8419Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.9004e-04 - acc: 0.8429 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.9658e-04 - acc: 0.8504Epoch 00021: val_loss improved from 0.00112 to 0.00111, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.9553e-04 - acc: 0.8522 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.8576e-04 - acc: 0.8582Epoch 00022: val_loss improved from 0.00111 to 0.00111, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.8390e-04 - acc: 0.8592 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.8169e-04 - acc: 0.8612Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.8212e-04 - acc: 0.8604 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7433e-04 - acc: 0.8588Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7269e-04 - acc: 0.8586 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7589e-04 - acc: 0.8540Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7504e-04 - acc: 0.8569 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.8253e-04 - acc: 0.8516Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.8226e-04 - acc: 0.8528 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7168e-04 - acc: 0.8696Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7084e-04 - acc: 0.8662 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6889e-04 - acc: 0.8666Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6940e-04 - acc: 0.8651 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.8483e-04 - acc: 0.8588Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.8541e-04 - acc: 0.8604 - val_loss: 0.0012 - val_acc: 0.8061
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.7074e-04 - acc: 0.8564Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.7152e-04 - acc: 0.8569 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5406e-04 - acc: 0.8630Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.5216e-04 - acc: 0.8651 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6803e-04 - acc: 0.8504Epoch 00032: val_loss improved from 0.00111 to 0.00110, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.6734e-04 - acc: 0.8511 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6518e-04 - acc: 0.8564Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6474e-04 - acc: 0.8563 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.6490e-04 - acc: 0.8660Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.6513e-04 - acc: 0.8662 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4759e-04 - acc: 0.8600Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.4954e-04 - acc: 0.8592 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4735e-04 - acc: 0.8642Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.4703e-04 - acc: 0.8639 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5897e-04 - acc: 0.8642Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.5947e-04 - acc: 0.8627 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5355e-04 - acc: 0.8684Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.5220e-04 - acc: 0.8668 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5156e-04 - acc: 0.8576Epoch 00039: val_loss improved from 0.00110 to 0.00110, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.5083e-04 - acc: 0.8569 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4755e-04 - acc: 0.8714Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.4719e-04 - acc: 0.8715 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.5332e-04 - acc: 0.8678Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.5297e-04 - acc: 0.8674 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.4585e-04 - acc: 0.8648Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.4711e-04 - acc: 0.8662 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2895e-04 - acc: 0.8588Epoch 00043: val_loss improved from 0.00110 to 0.00109, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.2960e-04 - acc: 0.8598 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2244e-04 - acc: 0.8600Epoch 00044: val_loss improved from 0.00109 to 0.00109, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.2231e-04 - acc: 0.8563 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2690e-04 - acc: 0.8684Epoch 00045: val_loss improved from 0.00109 to 0.00109, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.2907e-04 - acc: 0.8709 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2305e-04 - acc: 0.8642Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2196e-04 - acc: 0.8668 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2568e-04 - acc: 0.8594Epoch 00047: val_loss improved from 0.00109 to 0.00108, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.3026e-04 - acc: 0.8598 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2655e-04 - acc: 0.8528Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2526e-04 - acc: 0.8522 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2105e-04 - acc: 0.8684Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2159e-04 - acc: 0.8651 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1841e-04 - acc: 0.8636Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1837e-04 - acc: 0.8645 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1580e-04 - acc: 0.8642Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1689e-04 - acc: 0.8639 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2107e-04 - acc: 0.8762Epoch 00052: val_loss improved from 0.00108 to 0.00107, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.2067e-04 - acc: 0.8773 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1646e-04 - acc: 0.8798Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1746e-04 - acc: 0.8797 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1614e-04 - acc: 0.8720Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1806e-04 - acc: 0.8715 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1842e-04 - acc: 0.8618Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1890e-04 - acc: 0.8616 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.2227e-04 - acc: 0.8678Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2193e-04 - acc: 0.8692 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1864e-04 - acc: 0.8702Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1856e-04 - acc: 0.8680 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1601e-04 - acc: 0.8636Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1658e-04 - acc: 0.8633 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0995e-04 - acc: 0.8684Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0885e-04 - acc: 0.8674 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0720e-04 - acc: 0.8828Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0810e-04 - acc: 0.8826 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0760e-04 - acc: 0.8648Epoch 00061: val_loss improved from 0.00107 to 0.00107, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 4.0731e-04 - acc: 0.8639 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.3022e-04 - acc: 0.8726Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.2854e-04 - acc: 0.8727 - val_loss: 0.0012 - val_acc: 0.8014
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1838e-04 - acc: 0.8726Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1657e-04 - acc: 0.8721 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0084e-04 - acc: 0.8732Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0027e-04 - acc: 0.8738 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0767e-04 - acc: 0.8594Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0667e-04 - acc: 0.8569 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9821e-04 - acc: 0.8780Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9841e-04 - acc: 0.8768 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0911e-04 - acc: 0.8714Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0822e-04 - acc: 0.8686 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9450e-04 - acc: 0.8762Epoch 00068: val_loss improved from 0.00107 to 0.00106, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 3.9388e-04 - acc: 0.8762 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0241e-04 - acc: 0.8696Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0222e-04 - acc: 0.8697 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9630e-04 - acc: 0.8768Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9518e-04 - acc: 0.8779 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9273e-04 - acc: 0.8780Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9373e-04 - acc: 0.8797 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9262e-04 - acc: 0.8798Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9315e-04 - acc: 0.8803 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0031e-04 - acc: 0.8648Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9894e-04 - acc: 0.8651 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0010e-04 - acc: 0.8720Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9965e-04 - acc: 0.8715 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.1185e-04 - acc: 0.8774Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.1064e-04 - acc: 0.8785 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9108e-04 - acc: 0.8648Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9066e-04 - acc: 0.8657 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0191e-04 - acc: 0.8690Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0355e-04 - acc: 0.8715 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9226e-04 - acc: 0.8618Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9220e-04 - acc: 0.8604 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8314e-04 - acc: 0.8708Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8247e-04 - acc: 0.8715 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.7934e-04 - acc: 0.8678Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.7934e-04 - acc: 0.8668 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8237e-04 - acc: 0.8762Epoch 00081: val_loss improved from 0.00106 to 0.00105, saving model to my_model.adamax.h5
1712/1712 [==============================] - 0s - loss: 3.8322e-04 - acc: 0.8762 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8821e-04 - acc: 0.8846Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8849e-04 - acc: 0.8849 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0225e-04 - acc: 0.8774Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 4.0114e-04 - acc: 0.8773 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9163e-04 - acc: 0.8732Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8900e-04 - acc: 0.8744 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8478e-04 - acc: 0.8690Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8654e-04 - acc: 0.8680 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 4.0165e-04 - acc: 0.8756Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9986e-04 - acc: 0.8773 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9051e-04 - acc: 0.8744Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8850e-04 - acc: 0.8721 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8655e-04 - acc: 0.8816Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8697e-04 - acc: 0.8803 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8580e-04 - acc: 0.8810Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8497e-04 - acc: 0.8826 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8697e-04 - acc: 0.8582Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8633e-04 - acc: 0.8581 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8190e-04 - acc: 0.8540Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8217e-04 - acc: 0.8551 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8817e-04 - acc: 0.8678Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8743e-04 - acc: 0.8674 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.7966e-04 - acc: 0.8660Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.7965e-04 - acc: 0.8680 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.9379e-04 - acc: 0.8822Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.9296e-04 - acc: 0.8814 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.7447e-04 - acc: 0.8714Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.7554e-04 - acc: 0.8692 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.7888e-04 - acc: 0.8702Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.7878e-04 - acc: 0.8697 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8240e-04 - acc: 0.8738Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8266e-04 - acc: 0.8727 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.8187e-04 - acc: 0.8684Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8022e-04 - acc: 0.8697 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 3.7981e-04 - acc: 0.8864Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 0s - loss: 3.8001e-04 - acc: 0.8832 - val_loss: 0.0010 - val_acc: 0.8061